In [27]:
plot_tensor(trial, "CrossEntropyLoss_output_0")
loaded TRAIN data loaded EVAL data Completed TRAIN plot Completed EVAL plot
This notebook lists all the steps that you need to complete the complete this project. You will need to complete all the TODOs in this notebook as well as in the README and the two python scripts included with the starter code.
TODO: Give a helpful introduction to what this notebook is for. Remember that comments, explanations and good documentation make your project informative and professional.
Note: This notebook has a bunch of code and markdown cells with TODOs that you have to complete. These are meant to be helpful guidelines for you to finish your project while meeting the requirements in the project rubrics. Feel free to change the order of these the TODO's and use more than one TODO code cell to do all your tasks.
# TODO: Install any packages that you might need
# For instance, you will need the smdebug package
!pip install smdebug
Collecting smdebug
Downloading smdebug-1.0.12-py2.py3-none-any.whl (270 kB)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 270.1/270.1 kB 4.2 MB/s eta 0:00:0000:01
Requirement already satisfied: boto3>=1.10.32 in /opt/conda/lib/python3.7/site-packages (from smdebug) (1.24.62)
Requirement already satisfied: protobuf>=3.6.0 in /opt/conda/lib/python3.7/site-packages (from smdebug) (3.20.1)
Requirement already satisfied: packaging in /opt/conda/lib/python3.7/site-packages (from smdebug) (20.1)
Requirement already satisfied: numpy>=1.16.0 in /opt/conda/lib/python3.7/site-packages (from smdebug) (1.21.6)
Collecting pyinstrument==3.4.2
Downloading pyinstrument-3.4.2-py2.py3-none-any.whl (83 kB)
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Collecting pyinstrument-cext>=0.2.2
Downloading pyinstrument_cext-0.2.4-cp37-cp37m-manylinux2010_x86_64.whl (20 kB)
Requirement already satisfied: botocore<1.28.0,>=1.27.62 in /opt/conda/lib/python3.7/site-packages (from boto3>=1.10.32->smdebug) (1.27.62)
Requirement already satisfied: jmespath<2.0.0,>=0.7.1 in /opt/conda/lib/python3.7/site-packages (from boto3>=1.10.32->smdebug) (1.0.1)
Requirement already satisfied: s3transfer<0.7.0,>=0.6.0 in /opt/conda/lib/python3.7/site-packages (from boto3>=1.10.32->smdebug) (0.6.0)
Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from packaging->smdebug) (1.14.0)
Requirement already satisfied: pyparsing>=2.0.2 in /opt/conda/lib/python3.7/site-packages (from packaging->smdebug) (2.4.6)
Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in /opt/conda/lib/python3.7/site-packages (from botocore<1.28.0,>=1.27.62->boto3>=1.10.32->smdebug) (2.8.1)
Requirement already satisfied: urllib3<1.27,>=1.25.4 in /opt/conda/lib/python3.7/site-packages (from botocore<1.28.0,>=1.27.62->boto3>=1.10.32->smdebug) (1.26.12)
Installing collected packages: pyinstrument-cext, pyinstrument, smdebug
Successfully installed pyinstrument-3.4.2 pyinstrument-cext-0.2.4 smdebug-1.0.12
WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv
# TODO: Import any packages that you might need
# For instance you will need Boto3 and Sagemaker
import sagemaker
import boto3
from sagemaker.session import Session
from sagemaker import get_execution_role
# Initializing some useful variables
role = get_execution_role()
sagemaker_session = sagemaker.Session()
region = sagemaker_session.boto_region_name
bucket = sagemaker_session.default_bucket()
print(f"Region {region}")
print(f"Default s3 bucket : {bucket}")
Region us-east-1 Default s3 bucket : sagemaker-us-east-1-412977242314
TODO: Explain what dataset you are using for this project. Maybe even give a small overview of the classes, class distributions etc that can help anyone not familiar with the dataset get a better understand of it.
#TODO: Fetch and upload the data to AWS S3
# Command to download and unzip data
!wget https://s3-us-west-1.amazonaws.com/udacity-aind/dog-project/dogImages.zip
!unzip dogImages.zip
--2022-10-12 12:21:45-- https://s3-us-west-1.amazonaws.com/udacity-aind/dog-project/dogImages.zip Resolving s3-us-west-1.amazonaws.com (s3-us-west-1.amazonaws.com)... 52.219.116.24 Connecting to s3-us-west-1.amazonaws.com (s3-us-west-1.amazonaws.com)|52.219.116.24|:443... connected. HTTP request sent, awaiting response... 200 OK Length: 1132023110 (1.1G) [application/zip] Saving to: ‘dogImages.zip’ dogImages.zip 100%[===================>] 1.05G 47.8MB/s in 28s 2022-10-12 12:22:17 (39.1 MB/s) - ‘dogImages.zip’ saved [1132023110/1132023110] Archive: dogImages.zip creating: dogImages/ creating: dogImages/test/ creating: dogImages/train/ creating: dogImages/valid/ creating: dogImages/test/001.Affenpinscher/ inflating: dogImages/test/001.Affenpinscher/Affenpinscher_00003.jpg inflating: dogImages/test/001.Affenpinscher/Affenpinscher_00023.jpg inflating: dogImages/test/001.Affenpinscher/Affenpinscher_00036.jpg inflating: dogImages/test/001.Affenpinscher/Affenpinscher_00047.jpg inflating: dogImages/test/001.Affenpinscher/Affenpinscher_00048.jpg inflating: dogImages/test/001.Affenpinscher/Affenpinscher_00058.jpg inflating: dogImages/test/001.Affenpinscher/Affenpinscher_00071.jpg inflating: dogImages/test/001.Affenpinscher/Affenpinscher_00078.jpg creating: 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creating: dogImages/test/010.Anatolian_shepherd_dog/ inflating: dogImages/test/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00661.jpg inflating: dogImages/test/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00669.jpg inflating: dogImages/test/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00673.jpg inflating: dogImages/test/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00690.jpg inflating: dogImages/test/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00695.jpg inflating: dogImages/test/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00710.jpg creating: dogImages/test/011.Australian_cattle_dog/ inflating: dogImages/test/011.Australian_cattle_dog/Australian_cattle_dog_00727.jpg inflating: dogImages/test/011.Australian_cattle_dog/Australian_cattle_dog_00728.jpg inflating: dogImages/test/011.Australian_cattle_dog/Australian_cattle_dog_00730.jpg inflating: dogImages/test/011.Australian_cattle_dog/Australian_cattle_dog_00734.jpg inflating: 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dogImages/valid/002.Afghan_hound/Afghan_hound_00120.jpg inflating: dogImages/valid/002.Afghan_hound/Afghan_hound_00129.jpg inflating: dogImages/valid/002.Afghan_hound/Afghan_hound_00132.jpg creating: dogImages/valid/003.Airedale_terrier/ inflating: dogImages/valid/003.Airedale_terrier/Airedale_terrier_00155.jpg inflating: dogImages/valid/003.Airedale_terrier/Airedale_terrier_00160.jpg inflating: dogImages/valid/003.Airedale_terrier/Airedale_terrier_00178.jpg inflating: dogImages/valid/003.Airedale_terrier/Airedale_terrier_00182.jpg inflating: dogImages/valid/003.Airedale_terrier/Airedale_terrier_00183.jpg inflating: dogImages/valid/003.Airedale_terrier/Airedale_terrier_00206.jpg inflating: dogImages/valid/003.Airedale_terrier/Airedale_terrier_00208.jpg creating: dogImages/valid/004.Akita/ inflating: dogImages/valid/004.Akita/Akita_00219.jpg inflating: dogImages/valid/004.Akita/Akita_00227.jpg inflating: dogImages/valid/004.Akita/Akita_00235.jpg inflating: 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dogImages/valid/006.American_eskimo_dog/ inflating: dogImages/valid/006.American_eskimo_dog/American_eskimo_dog_00410.jpg inflating: dogImages/valid/006.American_eskimo_dog/American_eskimo_dog_00418.jpg inflating: dogImages/valid/006.American_eskimo_dog/American_eskimo_dog_00429.jpg inflating: dogImages/valid/006.American_eskimo_dog/American_eskimo_dog_00434.jpg inflating: dogImages/valid/006.American_eskimo_dog/American_eskimo_dog_00446.jpg inflating: dogImages/valid/006.American_eskimo_dog/American_eskimo_dog_00449.jpg inflating: dogImages/valid/006.American_eskimo_dog/American_eskimo_dog_00460.jpg inflating: dogImages/valid/006.American_eskimo_dog/American_eskimo_dog_00464.jpg creating: dogImages/valid/007.American_foxhound/ inflating: dogImages/valid/007.American_foxhound/American_foxhound_00481.jpg inflating: dogImages/valid/007.American_foxhound/American_foxhound_00485.jpg inflating: dogImages/valid/007.American_foxhound/American_foxhound_00487.jpg inflating: 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dogImages/valid/008.American_staffordshire_terrier/American_staffordshire_terrier_00582.jpg inflating: dogImages/valid/008.American_staffordshire_terrier/American_staffordshire_terrier_00594.jpg creating: dogImages/valid/009.American_water_spaniel/ inflating: dogImages/valid/009.American_water_spaniel/American_water_spaniel_00633.jpg inflating: dogImages/valid/009.American_water_spaniel/American_water_spaniel_00642.jpg inflating: dogImages/valid/009.American_water_spaniel/American_water_spaniel_00648.jpg inflating: dogImages/valid/009.American_water_spaniel/American_water_spaniel_00654.jpg creating: dogImages/valid/010.Anatolian_shepherd_dog/ inflating: dogImages/valid/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00671.jpg inflating: dogImages/valid/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00674.jpg inflating: dogImages/valid/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00682.jpg inflating: dogImages/valid/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00688.jpg inflating: dogImages/valid/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00697.jpg inflating: dogImages/valid/010.Anatolian_shepherd_dog/Anatolian_shepherd_dog_00719.jpg creating: dogImages/valid/011.Australian_cattle_dog/ inflating: dogImages/valid/011.Australian_cattle_dog/Australian_cattle_dog_00733.jpg inflating: dogImages/valid/011.Australian_cattle_dog/Australian_cattle_dog_00735.jpg inflating: dogImages/valid/011.Australian_cattle_dog/Australian_cattle_dog_00763.jpg inflating: dogImages/valid/011.Australian_cattle_dog/Australian_cattle_dog_00767.jpg inflating: dogImages/valid/011.Australian_cattle_dog/Australian_cattle_dog_00786.jpg inflating: dogImages/valid/011.Australian_cattle_dog/Australian_cattle_dog_00787.jpg inflating: dogImages/valid/011.Australian_cattle_dog/Australian_cattle_dog_00798.jpg inflating: dogImages/valid/011.Australian_cattle_dog/Australian_cattle_dog_00799.jpg creating: dogImages/valid/012.Australian_shepherd/ inflating: 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dogImages/valid/024.Bichon_frise/Bichon_frise_01708.jpg inflating: dogImages/valid/024.Bichon_frise/Bichon_frise_01710.jpg inflating: dogImages/valid/024.Bichon_frise/Bichon_frise_01734.jpg inflating: dogImages/valid/024.Bichon_frise/Bichon_frise_01740.jpg inflating: dogImages/valid/024.Bichon_frise/Bichon_frise_01745.jpg inflating: dogImages/valid/024.Bichon_frise/Bichon_frise_01748.jpg inflating: dogImages/valid/024.Bichon_frise/Bichon_frise_01769.jpg creating: dogImages/valid/025.Black_and_tan_coonhound/ inflating: dogImages/valid/025.Black_and_tan_coonhound/Black_and_tan_coonhound_01775.jpg inflating: dogImages/valid/025.Black_and_tan_coonhound/Black_and_tan_coonhound_01785.jpg inflating: dogImages/valid/025.Black_and_tan_coonhound/Black_and_tan_coonhound_01788.jpg inflating: dogImages/valid/025.Black_and_tan_coonhound/Black_and_tan_coonhound_01790.jpg inflating: dogImages/valid/025.Black_and_tan_coonhound/Black_and_tan_coonhound_01798.jpg creating: dogImages/valid/026.Black_russian_terrier/ inflating: dogImages/valid/026.Black_russian_terrier/Black_russian_terrier_01825.jpg inflating: dogImages/valid/026.Black_russian_terrier/Black_russian_terrier_01839.jpg inflating: dogImages/valid/026.Black_russian_terrier/Black_russian_terrier_01855.jpg inflating: dogImages/valid/026.Black_russian_terrier/Black_russian_terrier_01859.jpg inflating: dogImages/valid/026.Black_russian_terrier/Black_russian_terrier_01860.jpg creating: dogImages/valid/027.Bloodhound/ inflating: dogImages/valid/027.Bloodhound/Bloodhound_01874.jpg inflating: dogImages/valid/027.Bloodhound/Bloodhound_01887.jpg inflating: dogImages/valid/027.Bloodhound/Bloodhound_01891.jpg inflating: dogImages/valid/027.Bloodhound/Bloodhound_01894.jpg inflating: dogImages/valid/027.Bloodhound/Bloodhound_01927.jpg inflating: dogImages/valid/027.Bloodhound/Bloodhound_01931.jpg inflating: dogImages/valid/027.Bloodhound/Bloodhound_01932.jpg inflating: dogImages/valid/027.Bloodhound/Bloodhound_01935.jpg creating: dogImages/valid/028.Bluetick_coonhound/ inflating: dogImages/valid/028.Bluetick_coonhound/Bluetick_coonhound_01962.jpg inflating: dogImages/valid/028.Bluetick_coonhound/Bluetick_coonhound_01965.jpg inflating: dogImages/valid/028.Bluetick_coonhound/Bluetick_coonhound_01966.jpg inflating: dogImages/valid/028.Bluetick_coonhound/Bluetick_coonhound_01978.jpg inflating: dogImages/valid/028.Bluetick_coonhound/Bluetick_coonhound_01992.jpg creating: dogImages/valid/029.Border_collie/ inflating: dogImages/valid/029.Border_collie/Border_collie_01995.jpg inflating: dogImages/valid/029.Border_collie/Border_collie_01998.jpg inflating: dogImages/valid/029.Border_collie/Border_collie_02001.jpg inflating: dogImages/valid/029.Border_collie/Border_collie_02004.jpg inflating: dogImages/valid/029.Border_collie/Border_collie_02030.jpg inflating: dogImages/valid/029.Border_collie/Border_collie_02049.jpg inflating: dogImages/valid/029.Border_collie/Border_collie_02054.jpg inflating: dogImages/valid/029.Border_collie/Border_collie_02078.jpg inflating: dogImages/valid/029.Border_collie/Border_collie_02085.jpg creating: dogImages/valid/030.Border_terrier/ inflating: dogImages/valid/030.Border_terrier/Border_terrier_02100.jpg inflating: dogImages/valid/030.Border_terrier/Border_terrier_02118.jpg inflating: dogImages/valid/030.Border_terrier/Border_terrier_02126.jpg inflating: dogImages/valid/030.Border_terrier/Border_terrier_02130.jpg inflating: dogImages/valid/030.Border_terrier/Border_terrier_02146.jpg inflating: dogImages/valid/030.Border_terrier/Border_terrier_02151.jpg creating: dogImages/valid/031.Borzoi/ inflating: dogImages/valid/031.Borzoi/Borzoi_02173.jpg inflating: dogImages/valid/031.Borzoi/Borzoi_02178.jpg inflating: dogImages/valid/031.Borzoi/Borzoi_02182.jpg inflating: dogImages/valid/031.Borzoi/Borzoi_02193.jpg inflating: dogImages/valid/031.Borzoi/Borzoi_02211.jpg inflating: dogImages/valid/031.Borzoi/Borzoi_02216.jpg inflating: dogImages/valid/031.Borzoi/Borzoi_02222.jpg creating: dogImages/valid/032.Boston_terrier/ inflating: dogImages/valid/032.Boston_terrier/Boston_terrier_02230.jpg inflating: dogImages/valid/032.Boston_terrier/Boston_terrier_02261.jpg inflating: dogImages/valid/032.Boston_terrier/Boston_terrier_02268.jpg inflating: dogImages/valid/032.Boston_terrier/Boston_terrier_02269.jpg inflating: dogImages/valid/032.Boston_terrier/Boston_terrier_02275.jpg inflating: dogImages/valid/032.Boston_terrier/Boston_terrier_02283.jpg inflating: dogImages/valid/032.Boston_terrier/Boston_terrier_02289.jpg inflating: dogImages/valid/032.Boston_terrier/Boston_terrier_02299.jpg creating: dogImages/valid/033.Bouvier_des_flandres/ inflating: dogImages/valid/033.Bouvier_des_flandres/Bouvier_des_flandres_02322.jpg inflating: dogImages/valid/033.Bouvier_des_flandres/Bouvier_des_flandres_02325.jpg inflating: dogImages/valid/033.Bouvier_des_flandres/Bouvier_des_flandres_02329.jpg inflating: dogImages/valid/033.Bouvier_des_flandres/Bouvier_des_flandres_02356.jpg inflating: dogImages/valid/033.Bouvier_des_flandres/Bouvier_des_flandres_02358.jpg inflating: dogImages/valid/033.Bouvier_des_flandres/Bouvier_des_flandres_02359.jpg creating: dogImages/valid/034.Boxer/ inflating: dogImages/valid/034.Boxer/Boxer_02370.jpg inflating: dogImages/valid/034.Boxer/Boxer_02384.jpg inflating: dogImages/valid/034.Boxer/Boxer_02392.jpg inflating: dogImages/valid/034.Boxer/Boxer_02406.jpg inflating: dogImages/valid/034.Boxer/Boxer_02409.jpg inflating: dogImages/valid/034.Boxer/Boxer_02429.jpg inflating: dogImages/valid/034.Boxer/Boxer_02430.jpg inflating: dogImages/valid/034.Boxer/Boxer_02438.jpg creating: dogImages/valid/035.Boykin_spaniel/ inflating: dogImages/valid/035.Boykin_spaniel/Boykin_spaniel_02451.jpg inflating: dogImages/valid/035.Boykin_spaniel/Boykin_spaniel_02452.jpg inflating: dogImages/valid/035.Boykin_spaniel/Boykin_spaniel_02465.jpg inflating: dogImages/valid/035.Boykin_spaniel/Boykin_spaniel_02468.jpg inflating: dogImages/valid/035.Boykin_spaniel/Boykin_spaniel_02471.jpg inflating: dogImages/valid/035.Boykin_spaniel/Boykin_spaniel_02485.jpg inflating: dogImages/valid/035.Boykin_spaniel/Boykin_spaniel_02505.jpg creating: dogImages/valid/036.Briard/ inflating: dogImages/valid/036.Briard/Briard_02512.jpg inflating: dogImages/valid/036.Briard/Briard_02518.jpg inflating: dogImages/valid/036.Briard/Briard_02528.jpg inflating: dogImages/valid/036.Briard/Briard_02532.jpg inflating: dogImages/valid/036.Briard/Briard_02534.jpg inflating: dogImages/valid/036.Briard/Briard_02556.jpg inflating: dogImages/valid/036.Briard/Briard_02558.jpg inflating: dogImages/valid/036.Briard/Briard_02574.jpg creating: dogImages/valid/037.Brittany/ inflating: dogImages/valid/037.Brittany/Brittany_02597.jpg inflating: dogImages/valid/037.Brittany/Brittany_02613.jpg inflating: dogImages/valid/037.Brittany/Brittany_02616.jpg inflating: dogImages/valid/037.Brittany/Brittany_02635.jpg inflating: dogImages/valid/037.Brittany/Brittany_02642.jpg inflating: dogImages/valid/037.Brittany/Brittany_02644.jpg creating: dogImages/valid/038.Brussels_griffon/ inflating: dogImages/valid/038.Brussels_griffon/Brussels_griffon_02665.jpg inflating: dogImages/valid/038.Brussels_griffon/Brussels_griffon_02672.jpg inflating: dogImages/valid/038.Brussels_griffon/Brussels_griffon_02693.jpg inflating: dogImages/valid/038.Brussels_griffon/Brussels_griffon_02695.jpg inflating: dogImages/valid/038.Brussels_griffon/Brussels_griffon_02697.jpg inflating: dogImages/valid/038.Brussels_griffon/Brussels_griffon_02703.jpg inflating: dogImages/valid/038.Brussels_griffon/Brussels_griffon_02719.jpg creating: dogImages/valid/039.Bull_terrier/ inflating: dogImages/valid/039.Bull_terrier/Bull_terrier_02732.jpg inflating: dogImages/valid/039.Bull_terrier/Bull_terrier_02736.jpg inflating: dogImages/valid/039.Bull_terrier/Bull_terrier_02747.jpg inflating: dogImages/valid/039.Bull_terrier/Bull_terrier_02774.jpg inflating: dogImages/valid/039.Bull_terrier/Bull_terrier_02780.jpg inflating: dogImages/valid/039.Bull_terrier/Bull_terrier_02790.jpg inflating: dogImages/valid/039.Bull_terrier/Bull_terrier_02797.jpg inflating: dogImages/valid/039.Bull_terrier/Bull_terrier_02799.jpg inflating: dogImages/valid/039.Bull_terrier/Bull_terrier_02806.jpg creating: dogImages/valid/040.Bulldog/ inflating: dogImages/valid/040.Bulldog/Bulldog_02811.jpg inflating: dogImages/valid/040.Bulldog/Bulldog_02812.jpg inflating: dogImages/valid/040.Bulldog/Bulldog_02830.jpg inflating: dogImages/valid/040.Bulldog/Bulldog_02852.jpg inflating: dogImages/valid/040.Bulldog/Bulldog_02857.jpg inflating: dogImages/valid/040.Bulldog/Bulldog_02872.jpg creating: dogImages/valid/041.Bullmastiff/ inflating: dogImages/valid/041.Bullmastiff/Bullmastiff_02875.jpg inflating: 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creating: dogImages/valid/059.Doberman_pinscher/ inflating: dogImages/valid/059.Doberman_pinscher/Doberman_pinscher_04158.jpg inflating: dogImages/valid/059.Doberman_pinscher/Doberman_pinscher_04165.jpg inflating: dogImages/valid/059.Doberman_pinscher/Doberman_pinscher_04178.jpg inflating: dogImages/valid/059.Doberman_pinscher/Doberman_pinscher_04197.jpg inflating: dogImages/valid/059.Doberman_pinscher/Doberman_pinscher_04202.jpg inflating: dogImages/valid/059.Doberman_pinscher/Doberman_pinscher_04208.jpg creating: dogImages/valid/060.Dogue_de_bordeaux/ inflating: dogImages/valid/060.Dogue_de_bordeaux/Dogue_de_bordeaux_04225.jpg inflating: dogImages/valid/060.Dogue_de_bordeaux/Dogue_de_bordeaux_04229.jpg inflating: dogImages/valid/060.Dogue_de_bordeaux/Dogue_de_bordeaux_04265.jpg inflating: dogImages/valid/060.Dogue_de_bordeaux/Dogue_de_bordeaux_04270.jpg inflating: dogImages/valid/060.Dogue_de_bordeaux/Dogue_de_bordeaux_04271.jpg inflating: 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dogImages/valid/065.Entlebucher_mountain_dog/Entlebucher_mountain_dog_04590.jpg creating: dogImages/valid/066.Field_spaniel/ inflating: dogImages/valid/066.Field_spaniel/Field_spaniel_04602.jpg inflating: dogImages/valid/066.Field_spaniel/Field_spaniel_04610.jpg inflating: dogImages/valid/066.Field_spaniel/Field_spaniel_04611.jpg inflating: dogImages/valid/066.Field_spaniel/Field_spaniel_04614.jpg creating: dogImages/valid/067.Finnish_spitz/ inflating: dogImages/valid/067.Finnish_spitz/Finnish_spitz_04650.jpg inflating: dogImages/valid/067.Finnish_spitz/Finnish_spitz_04652.jpg inflating: dogImages/valid/067.Finnish_spitz/Finnish_spitz_04666.jpg inflating: dogImages/valid/067.Finnish_spitz/Finnish_spitz_04676.jpg creating: dogImages/valid/068.Flat-coated_retriever/ inflating: dogImages/valid/068.Flat-coated_retriever/Flat-coated_retriever_04683.jpg inflating: dogImages/valid/068.Flat-coated_retriever/Flat-coated_retriever_04685.jpg inflating: 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dogImages/valid/070.German_pinscher/ inflating: dogImages/valid/070.German_pinscher/German_pinscher_04830.jpg inflating: dogImages/valid/070.German_pinscher/German_pinscher_04845.jpg inflating: dogImages/valid/070.German_pinscher/German_pinscher_04849.jpg inflating: dogImages/valid/070.German_pinscher/German_pinscher_04854.jpg inflating: dogImages/valid/070.German_pinscher/German_pinscher_04862.jpg inflating: dogImages/valid/070.German_pinscher/German_pinscher_04871.jpg creating: dogImages/valid/071.German_shepherd_dog/ inflating: dogImages/valid/071.German_shepherd_dog/German_shepherd_dog_04897.jpg inflating: dogImages/valid/071.German_shepherd_dog/German_shepherd_dog_04900.jpg inflating: dogImages/valid/071.German_shepherd_dog/German_shepherd_dog_04915.jpg inflating: dogImages/valid/071.German_shepherd_dog/German_shepherd_dog_04918.jpg inflating: dogImages/valid/071.German_shepherd_dog/German_shepherd_dog_04921.jpg inflating: 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dogImages/valid/073.German_wirehaired_pointer/German_wirehaired_pointer_05031.jpg inflating: dogImages/valid/073.German_wirehaired_pointer/German_wirehaired_pointer_05041.jpg inflating: dogImages/valid/073.German_wirehaired_pointer/German_wirehaired_pointer_05054.jpg inflating: dogImages/valid/073.German_wirehaired_pointer/German_wirehaired_pointer_05062.jpg inflating: dogImages/valid/073.German_wirehaired_pointer/German_wirehaired_pointer_05070.jpg creating: dogImages/valid/074.Giant_schnauzer/ inflating: dogImages/valid/074.Giant_schnauzer/Giant_schnauzer_05075.jpg inflating: dogImages/valid/074.Giant_schnauzer/Giant_schnauzer_05089.jpg inflating: dogImages/valid/074.Giant_schnauzer/Giant_schnauzer_05099.jpg inflating: dogImages/valid/074.Giant_schnauzer/Giant_schnauzer_05110.jpg inflating: dogImages/valid/074.Giant_schnauzer/Giant_schnauzer_05123.jpg creating: dogImages/valid/075.Glen_of_imaal_terrier/ inflating: 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inflating: dogImages/valid/076.Golden_retriever/Golden_retriever_05251.jpg inflating: dogImages/valid/076.Golden_retriever/Golden_retriever_05256.jpg creating: dogImages/valid/077.Gordon_setter/ inflating: dogImages/valid/077.Gordon_setter/Gordon_setter_05271.jpg inflating: dogImages/valid/077.Gordon_setter/Gordon_setter_05281.jpg inflating: dogImages/valid/077.Gordon_setter/Gordon_setter_05282.jpg inflating: dogImages/valid/077.Gordon_setter/Gordon_setter_05284.jpg inflating: dogImages/valid/077.Gordon_setter/Gordon_setter_05302.jpg inflating: dogImages/valid/077.Gordon_setter/Gordon_setter_05304.jpg creating: dogImages/valid/078.Great_dane/ inflating: dogImages/valid/078.Great_dane/Great_dane_05328.jpg inflating: dogImages/valid/078.Great_dane/Great_dane_05346.jpg inflating: dogImages/valid/078.Great_dane/Great_dane_05348.jpg inflating: dogImages/valid/078.Great_dane/Great_dane_05355.jpg inflating: dogImages/valid/078.Great_dane/Great_dane_05362.jpg creating: 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dogImages/valid/113.Old_english_sheepdog/Old_english_sheepdog_07382.jpg creating: dogImages/valid/114.Otterhound/ inflating: dogImages/valid/114.Otterhound/Otterhound_07396.jpg inflating: dogImages/valid/114.Otterhound/Otterhound_07402.jpg inflating: dogImages/valid/114.Otterhound/Otterhound_07409.jpg inflating: dogImages/valid/114.Otterhound/Otterhound_07421.jpg inflating: dogImages/valid/114.Otterhound/Otterhound_07437.jpg creating: dogImages/valid/115.Papillon/ inflating: dogImages/valid/115.Papillon/Papillon_07438.jpg inflating: dogImages/valid/115.Papillon/Papillon_07445.jpg inflating: dogImages/valid/115.Papillon/Papillon_07448.jpg inflating: dogImages/valid/115.Papillon/Papillon_07468.jpg inflating: dogImages/valid/115.Papillon/Papillon_07484.jpg inflating: dogImages/valid/115.Papillon/Papillon_07487.jpg inflating: dogImages/valid/115.Papillon/Papillon_07495.jpg inflating: dogImages/valid/115.Papillon/Papillon_07496.jpg creating: dogImages/valid/116.Parson_russell_terrier/ inflating: dogImages/valid/116.Parson_russell_terrier/Parson_russell_terrier_07543.jpg inflating: dogImages/valid/116.Parson_russell_terrier/Parson_russell_terrier_07546.jpg inflating: dogImages/valid/116.Parson_russell_terrier/Parson_russell_terrier_07550.jpg inflating: dogImages/valid/116.Parson_russell_terrier/Parson_russell_terrier_07554.jpg creating: dogImages/valid/117.Pekingese/ inflating: dogImages/valid/117.Pekingese/Pekingese_07574.jpg inflating: dogImages/valid/117.Pekingese/Pekingese_07580.jpg inflating: dogImages/valid/117.Pekingese/Pekingese_07583.jpg inflating: dogImages/valid/117.Pekingese/Pekingese_07604.jpg inflating: dogImages/valid/117.Pekingese/Pekingese_07609.jpg inflating: dogImages/valid/117.Pekingese/Pekingese_07612.jpg creating: dogImages/valid/118.Pembroke_welsh_corgi/ inflating: dogImages/valid/118.Pembroke_welsh_corgi/Pembroke_welsh_corgi_07638.jpg inflating: dogImages/valid/118.Pembroke_welsh_corgi/Pembroke_welsh_corgi_07640.jpg inflating: dogImages/valid/118.Pembroke_welsh_corgi/Pembroke_welsh_corgi_07643.jpg inflating: dogImages/valid/118.Pembroke_welsh_corgi/Pembroke_welsh_corgi_07657.jpg inflating: dogImages/valid/118.Pembroke_welsh_corgi/Pembroke_welsh_corgi_07670.jpg inflating: dogImages/valid/118.Pembroke_welsh_corgi/Pembroke_welsh_corgi_07676.jpg creating: dogImages/valid/119.Petit_basset_griffon_vendeen/ inflating: dogImages/valid/119.Petit_basset_griffon_vendeen/Petit_basset_griffon_vendeen_07693.jpg inflating: dogImages/valid/119.Petit_basset_griffon_vendeen/Petit_basset_griffon_vendeen_07703.jpg inflating: dogImages/valid/119.Petit_basset_griffon_vendeen/Petit_basset_griffon_vendeen_07706.jpg inflating: dogImages/valid/119.Petit_basset_griffon_vendeen/Petit_basset_griffon_vendeen_07713.jpg creating: dogImages/valid/120.Pharaoh_hound/ inflating: dogImages/valid/120.Pharaoh_hound/Pharaoh_hound_07720.jpg inflating: dogImages/valid/120.Pharaoh_hound/Pharaoh_hound_07730.jpg inflating: dogImages/valid/120.Pharaoh_hound/Pharaoh_hound_07744.jpg inflating: dogImages/valid/120.Pharaoh_hound/Pharaoh_hound_07752.jpg inflating: dogImages/valid/120.Pharaoh_hound/Pharaoh_hound_07758.jpg creating: dogImages/valid/121.Plott/ inflating: dogImages/valid/121.Plott/Plott_07771.jpg inflating: dogImages/valid/121.Plott/Plott_07780.jpg inflating: dogImages/valid/121.Plott/Plott_07796.jpg inflating: dogImages/valid/121.Plott/Plott_07802.jpg creating: dogImages/valid/122.Pointer/ inflating: dogImages/valid/122.Pointer/Pointer_07808.jpg inflating: dogImages/valid/122.Pointer/Pointer_07826.jpg inflating: dogImages/valid/122.Pointer/Pointer_07831.jpg inflating: dogImages/valid/122.Pointer/Pointer_07834.jpg creating: dogImages/valid/123.Pomeranian/ inflating: dogImages/valid/123.Pomeranian/Pomeranian_07853.jpg inflating: dogImages/valid/123.Pomeranian/Pomeranian_07863.jpg inflating: dogImages/valid/123.Pomeranian/Pomeranian_07866.jpg inflating: dogImages/valid/123.Pomeranian/Pomeranian_07869.jpg inflating: dogImages/valid/123.Pomeranian/Pomeranian_07881.jpg inflating: dogImages/valid/123.Pomeranian/Pomeranian_07894.jpg creating: dogImages/valid/124.Poodle/ inflating: dogImages/valid/124.Poodle/Poodle_07905.jpg inflating: dogImages/valid/124.Poodle/Poodle_07911.jpg inflating: dogImages/valid/124.Poodle/Poodle_07913.jpg inflating: dogImages/valid/124.Poodle/Poodle_07914.jpg inflating: dogImages/valid/124.Poodle/Poodle_07946.jpg inflating: dogImages/valid/124.Poodle/Poodle_07948.jpg creating: dogImages/valid/125.Portuguese_water_dog/ inflating: dogImages/valid/125.Portuguese_water_dog/Portuguese_water_dog_07983.jpg inflating: dogImages/valid/125.Portuguese_water_dog/Portuguese_water_dog_07992.jpg inflating: dogImages/valid/125.Portuguese_water_dog/Portuguese_water_dog_07996.jpg inflating: dogImages/valid/125.Portuguese_water_dog/Portuguese_water_dog_08002.jpg creating: dogImages/valid/126.Saint_bernard/ inflating: dogImages/valid/126.Saint_bernard/Saint_bernard_08011.jpg inflating: dogImages/valid/126.Saint_bernard/Saint_bernard_08012.jpg inflating: dogImages/valid/126.Saint_bernard/Saint_bernard_08030.jpg inflating: dogImages/valid/126.Saint_bernard/Saint_bernard_08033.jpg creating: dogImages/valid/127.Silky_terrier/ inflating: dogImages/valid/127.Silky_terrier/Silky_terrier_08049.jpg inflating: dogImages/valid/127.Silky_terrier/Silky_terrier_08064.jpg inflating: dogImages/valid/127.Silky_terrier/Silky_terrier_08069.jpg inflating: dogImages/valid/127.Silky_terrier/Silky_terrier_08077.jpg inflating: dogImages/valid/127.Silky_terrier/Silky_terrier_08085.jpg creating: dogImages/valid/128.Smooth_fox_terrier/ inflating: dogImages/valid/128.Smooth_fox_terrier/Smooth_fox_terrier_08099.jpg inflating: dogImages/valid/128.Smooth_fox_terrier/Smooth_fox_terrier_08107.jpg inflating: dogImages/valid/128.Smooth_fox_terrier/Smooth_fox_terrier_08123.jpg inflating: dogImages/valid/128.Smooth_fox_terrier/Smooth_fox_terrier_08127.jpg creating: dogImages/valid/129.Tibetan_mastiff/ inflating: dogImages/valid/129.Tibetan_mastiff/Tibetan_mastiff_08137.jpg inflating: dogImages/valid/129.Tibetan_mastiff/Tibetan_mastiff_08147.jpg inflating: dogImages/valid/129.Tibetan_mastiff/Tibetan_mastiff_08170.jpg inflating: dogImages/valid/129.Tibetan_mastiff/Tibetan_mastiff_08173.jpg inflating: dogImages/valid/129.Tibetan_mastiff/Tibetan_mastiff_08174.jpg inflating: dogImages/valid/129.Tibetan_mastiff/Tibetan_mastiff_08185.jpg creating: dogImages/valid/130.Welsh_springer_spaniel/ inflating: dogImages/valid/130.Welsh_springer_spaniel/Welsh_springer_spaniel_08201.jpg inflating: dogImages/valid/130.Welsh_springer_spaniel/Welsh_springer_spaniel_08206.jpg inflating: dogImages/valid/130.Welsh_springer_spaniel/Welsh_springer_spaniel_08222.jpg inflating: dogImages/valid/130.Welsh_springer_spaniel/Welsh_springer_spaniel_08228.jpg inflating: dogImages/valid/130.Welsh_springer_spaniel/Welsh_springer_spaniel_08235.jpg inflating: dogImages/valid/130.Welsh_springer_spaniel/Welsh_springer_spaniel_08240.jpg creating: dogImages/valid/131.Wirehaired_pointing_griffon/ inflating: dogImages/valid/131.Wirehaired_pointing_griffon/Wirehaired_pointing_griffon_08251.jpg inflating: dogImages/valid/131.Wirehaired_pointing_griffon/Wirehaired_pointing_griffon_08263.jpg inflating: dogImages/valid/131.Wirehaired_pointing_griffon/Wirehaired_pointing_griffon_08266.jpg inflating: dogImages/valid/131.Wirehaired_pointing_griffon/Wirehaired_pointing_griffon_08279.jpg creating: dogImages/valid/132.Xoloitzcuintli/ inflating: dogImages/valid/132.Xoloitzcuintli/Xoloitzcuintli_08298.jpg inflating: dogImages/valid/132.Xoloitzcuintli/Xoloitzcuintli_08299.jpg inflating: dogImages/valid/132.Xoloitzcuintli/Xoloitzcuintli_08301.jpg inflating: dogImages/valid/132.Xoloitzcuintli/Xoloitzcuintli_08304.jpg creating: dogImages/valid/133.Yorkshire_terrier/ inflating: dogImages/valid/133.Yorkshire_terrier/Yorkshire_terrier_08333.jpg inflating: dogImages/valid/133.Yorkshire_terrier/Yorkshire_terrier_08334.jpg inflating: dogImages/valid/133.Yorkshire_terrier/Yorkshire_terrier_08336.jpg inflating: dogImages/valid/133.Yorkshire_terrier/Yorkshire_terrier_08348.jpg
prefix ="dogImagesDataset"
print("Starting to upload dogImages")
inputs = sagemaker_session.upload_data(path="dogImages", bucket=bucket, key_prefix=prefix)
print(f"Input path ( S3 file path ): {inputs}")
Starting to upload dogImages Input path ( S3 file path ): s3://sagemaker-us-east-1-412977242314/dogImagesDataset
inputs = 's3://sagemaker-us-east-1-412977242314/dogImagesDataset'
print(f"Input path ( S3 file path ): {inputs}")
Input path ( S3 file path ): s3://sagemaker-us-east-1-412977242314/dogImagesDataset
TODO: This is the part where you will finetune a pretrained model with hyperparameter tuning. Remember that you have to tune a minimum of two hyperparameters. However you are encouraged to tune more. You are also encouraged to explain why you chose to tune those particular hyperparameters and the ranges.
Note: You will need to use the hpo.py script to perform hyperparameter tuning.
#TODO: Declare your HP ranges, metrics etc.
#Importing all the required modules fomr tuner
from sagemaker.tuner import (
CategoricalParameter,
ContinuousParameter,
HyperparameterTuner
)
# We wil be using AdamW as an optimizer which uses a different( more correct or better) way to calulate the weight decay related computations
# So we will be using weight_decay and eps hyperparamter tuning as well , along with the lerning rate and batchsize params
hyperparameter_ranges = {
"lr": ContinuousParameter(0.0001, 0.1),
"eps": ContinuousParameter(1e-9, 1e-8),
"weight_decay": ContinuousParameter(1e-3, 1e-1),
"batch_size": CategoricalParameter([ 64, 128]),
}
objective_metric_name = "average test loss"
objective_type = "Minimize"
metric_definitions = [{"Name": "average test loss", "Regex": "Test set: Average loss: ([0-9\\.]+)"}]
#TODO: Create estimators for your HPs
from sagemaker.pytorch import PyTorch
estimator = PyTorch(
entry_point = "hpo.py",
base_job_name = "dog-breed-classification-hpo",
role = role,
instance_count = 1,
instance_type = "ml.g4dn.xlarge",
py_version = "py36",
framework_version = "1.8"
)
tuner = HyperparameterTuner(
estimator,
objective_metric_name,
hyperparameter_ranges,
metric_definitions,
max_jobs=4,
max_parallel_jobs=1,
objective_type=objective_type,
early_stopping_type="Auto"
)
# TODO: Fit your HP Tuner
tuner.fit({"training": inputs }, wait=True)
No finished training job found associated with this estimator. Please make sure this estimator is only used for building workflow config No finished training job found associated with this estimator. Please make sure this estimator is only used for building workflow config
..............................................................................................................................................................................................................................................................................................................................................................................................................................................!
# Get the best estimators and the best HPs
best_estimator = tuner.best_estimator()
#Get the hyperparameters of the best trained model
best_estimator.hyperparameters()
2022-10-12 13:20:07 Starting - Preparing the instances for training 2022-10-12 13:20:07 Downloading - Downloading input data 2022-10-12 13:20:07 Training - Training image download completed. Training in progress. 2022-10-12 13:20:07 Uploading - Uploading generated training model 2022-10-12 13:20:07 Completed - Resource retained for reuse
{'_tuning_objective_metric': '"average test loss"',
'batch_size': '"64"',
'eps': '3.051111813358902e-09',
'lr': '0.00022461759236162986',
'sagemaker_container_log_level': '20',
'sagemaker_estimator_class_name': '"PyTorch"',
'sagemaker_estimator_module': '"sagemaker.pytorch.estimator"',
'sagemaker_job_name': '"dog-breed-classification-hpo-2022-10-12-12-49-00-065"',
'sagemaker_program': '"hpo.py"',
'sagemaker_region': '"us-east-1"',
'sagemaker_submit_directory': '"s3://sagemaker-us-east-1-412977242314/dog-breed-classification-hpo-2022-10-12-12-49-00-065/source/sourcedir.tar.gz"',
'weight_decay': '0.03533369377446975'}
best_hyperparameters={'batch_size': int(best_estimator.hyperparameters()['batch_size'].replace('"', "")),
'eps': best_estimator.hyperparameters()['eps'],
'lr': best_estimator.hyperparameters()['lr'],
'weight_decay': best_estimator.hyperparameters()['weight_decay'],}
print(f"Best Hyperparamters post Hyperparameter fine tuning are : \n {best_hyperparameters}")
Best Hyperparamters post Hyperparameter fine tuning are :
{'batch_size': 64, 'eps': '3.051111813358902e-09', 'lr': '0.00022461759236162986', 'weight_decay': '0.03533369377446975'}
TODO: Using the best hyperparameters, create and finetune a new model
Note: You will need to use the train_model.py script to perform model profiling and debugging.
# TODO: Set up debugging and profiling rules and hooks
# Setting up debugger and profiler rules and configs
from sagemaker.debugger import (
Rule,
rule_configs,
ProfilerRule,
DebuggerHookConfig,
CollectionConfig,
ProfilerConfig,
FrameworkProfile
)
rules = [
Rule.sagemaker(rule_configs.vanishing_gradient()),
Rule.sagemaker(rule_configs.overfit()),
Rule.sagemaker(rule_configs.overtraining()),
Rule.sagemaker(rule_configs.poor_weight_initialization()),
ProfilerRule.sagemaker(rule_configs.ProfilerReport()),
]
profiler_config = ProfilerConfig(
system_monitor_interval_millis=500, framework_profile_params=FrameworkProfile(num_steps=10)
)
collection_configs=[CollectionConfig(name="CrossEntropyLoss_output_0",parameters={
"include_regex": "CrossEntropyLoss_output_0", "train.save_interval": "10","eval.save_interval": "1"})]
debugger_config=DebuggerHookConfig( collection_configs=collection_configs )
# TODO: Create and fit an estimator
estimator = PyTorch(
entry_point="train_model.py",
instance_count=1,
instance_type="ml.g4dn.xlarge",
role=role,
framework_version="1.6", #using 1.6 as it has support for smdebug lib , https://github.com/awslabs/sagemaker-debugger#debugger-supported-frameworks
py_version="py36",
hyperparameters=best_hyperparameters,
profiler_config=profiler_config, # include the profiler hook
debugger_hook_config=debugger_config, # include the debugger hook
rules=rules
)
estimator.fit({'train' : inputs },wait=True)
2022-10-12 13:27:54 Starting - Starting the training job...VanishingGradient: InProgress Overfit: InProgress Overtraining: InProgress PoorWeightInitialization: InProgress ProfilerReport: InProgress ...... 2022-10-12 13:28:58 Starting - Preparing the instances for training...... 2022-10-12 13:30:22 Downloading - Downloading input data............ 2022-10-12 13:32:23 Training - Downloading the training image.....bash: cannot set terminal process group (-1): Inappropriate ioctl for device bash: no job control in this shell 2022-10-12 13:33:01,140 sagemaker-training-toolkit INFO Imported framework sagemaker_pytorch_container.training 2022-10-12 13:33:01,175 sagemaker_pytorch_container.training INFO Block until all host DNS lookups succeed. 2022-10-12 13:33:01,183 sagemaker_pytorch_container.training INFO Invoking user training script. 2022-10-12 13:33:01,633 sagemaker-training-toolkit INFO Invoking user script Training Env: { "additional_framework_parameters": {}, "channel_input_dirs": { "train": "/opt/ml/input/data/train" }, "current_host": "algo-1", "framework_module": "sagemaker_pytorch_container.training:main", "hosts": [ "algo-1" ], "hyperparameters": { "batch_size": 64, "eps": "3.051111813358902e-09", "lr": "0.00022461759236162986", "weight_decay": "0.03533369377446975" }, "input_config_dir": "/opt/ml/input/config", "input_data_config": { "train": { "TrainingInputMode": "File", "S3DistributionType": "FullyReplicated", "RecordWrapperType": "None" } }, "input_dir": "/opt/ml/input", "is_master": true, "job_name": "pytorch-training-2022-10-12-13-27-53-711", "log_level": 20, "master_hostname": "algo-1", "model_dir": "/opt/ml/model", "module_dir": "s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/source/sourcedir.tar.gz", "module_name": "train_model", "network_interface_name": "eth0", "num_cpus": 4, "num_gpus": 1, "output_data_dir": "/opt/ml/output/data", "output_dir": "/opt/ml/output", "output_intermediate_dir": "/opt/ml/output/intermediate", "resource_config": { "current_host": "algo-1", "current_instance_type": "ml.g4dn.xlarge", "current_group_name": "homogeneousCluster", "hosts": [ "algo-1" ], "instance_groups": [ { "instance_group_name": "homogeneousCluster", "instance_type": "ml.g4dn.xlarge", "hosts": [ "algo-1" ] } ], "network_interface_name": "eth0" }, "user_entry_point": "train_model.py" } Environment variables: SM_HOSTS=["algo-1"] SM_NETWORK_INTERFACE_NAME=eth0 SM_HPS={"batch_size":64,"eps":"3.051111813358902e-09","lr":"0.00022461759236162986","weight_decay":"0.03533369377446975"} SM_USER_ENTRY_POINT=train_model.py SM_FRAMEWORK_PARAMS={} SM_RESOURCE_CONFIG={"current_group_name":"homogeneousCluster","current_host":"algo-1","current_instance_type":"ml.g4dn.xlarge","hosts":["algo-1"],"instance_groups":[{"hosts":["algo-1"],"instance_group_name":"homogeneousCluster","instance_type":"ml.g4dn.xlarge"}],"network_interface_name":"eth0"} SM_INPUT_DATA_CONFIG={"train":{"RecordWrapperType":"None","S3DistributionType":"FullyReplicated","TrainingInputMode":"File"}} SM_OUTPUT_DATA_DIR=/opt/ml/output/data SM_CHANNELS=["train"] SM_CURRENT_HOST=algo-1 SM_MODULE_NAME=train_model SM_LOG_LEVEL=20 SM_FRAMEWORK_MODULE=sagemaker_pytorch_container.training:main SM_INPUT_DIR=/opt/ml/input SM_INPUT_CONFIG_DIR=/opt/ml/input/config SM_OUTPUT_DIR=/opt/ml/output SM_NUM_CPUS=4 SM_NUM_GPUS=1 SM_MODEL_DIR=/opt/ml/model SM_MODULE_DIR=s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/source/sourcedir.tar.gz SM_TRAINING_ENV={"additional_framework_parameters":{},"channel_input_dirs":{"train":"/opt/ml/input/data/train"},"current_host":"algo-1","framework_module":"sagemaker_pytorch_container.training:main","hosts":["algo-1"],"hyperparameters":{"batch_size":64,"eps":"3.051111813358902e-09","lr":"0.00022461759236162986","weight_decay":"0.03533369377446975"},"input_config_dir":"/opt/ml/input/config","input_data_config":{"train":{"RecordWrapperType":"None","S3DistributionType":"FullyReplicated","TrainingInputMode":"File"}},"input_dir":"/opt/ml/input","is_master":true,"job_name":"pytorch-training-2022-10-12-13-27-53-711","log_level":20,"master_hostname":"algo-1","model_dir":"/opt/ml/model","module_dir":"s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/source/sourcedir.tar.gz","module_name":"train_model","network_interface_name":"eth0","num_cpus":4,"num_gpus":1,"output_data_dir":"/opt/ml/output/data","output_dir":"/opt/ml/output","output_intermediate_dir":"/opt/ml/output/intermediate","resource_config":{"current_group_name":"homogeneousCluster","current_host":"algo-1","current_instance_type":"ml.g4dn.xlarge","hosts":["algo-1"],"instance_groups":[{"hosts":["algo-1"],"instance_group_name":"homogeneousCluster","instance_type":"ml.g4dn.xlarge"}],"network_interface_name":"eth0"},"user_entry_point":"train_model.py"} SM_USER_ARGS=["--batch_size","64","--eps","3.051111813358902e-09","--lr","0.00022461759236162986","--weight_decay","0.03533369377446975"] SM_OUTPUT_INTERMEDIATE_DIR=/opt/ml/output/intermediate SM_CHANNEL_TRAIN=/opt/ml/input/data/train SM_HP_BATCH_SIZE=64 SM_HP_EPS=3.051111813358902e-09 SM_HP_LR=0.00022461759236162986 SM_HP_WEIGHT_DECAY=0.03533369377446975 PYTHONPATH=/opt/ml/code:/opt/conda/bin:/opt/conda/lib/python36.zip:/opt/conda/lib/python3.6:/opt/conda/lib/python3.6/lib-dynload:/opt/conda/lib/python3.6/site-packages Invoking script with the following command: /opt/conda/bin/python3.6 train_model.py --batch_size 64 --eps 3.051111813358902e-09 --lr 0.00022461759236162986 --weight_decay 0.03533369377446975 [2022-10-12 13:33:03.506 algo-1:26 INFO utils.py:27] RULE_JOB_STOP_SIGNAL_FILENAME: None [2022-10-12 13:33:03.862 algo-1:26 INFO profiler_config_parser.py:102] Using config at /opt/ml/input/config/profilerconfig.json. Running on Device cuda:0 Hyperparameters : LR: 0.00022461759236162986, Eps: 3.051111813358902e-09, Weight-decay: 0.03533369377446975, Batch Size: 64, Epoch: 2 Data Dir Path: /opt/ml/input/data/train Model Dir Path: /opt/ml/model Output Dir Path: /opt/ml/output/data [2022-10-12 13:33:09.588 algo-1:26 INFO json_config.py:91] Creating hook from json_config at /opt/ml/input/config/debughookconfig.json. [2022-10-12 13:33:09.590 algo-1:26 INFO hook.py:199] tensorboard_dir has not been set for the hook. SMDebug will not be exporting tensorboard summaries. [2022-10-12 13:33:09.591 algo-1:26 INFO hook.py:253] Saving to /opt/ml/output/tensors [2022-10-12 13:33:09.591 algo-1:26 INFO state_store.py:77] The checkpoint config file /opt/ml/input/config/checkpointconfig.json does not exist. [2022-10-12 13:33:09.619 algo-1:26 INFO hook.py:584] name:fc.0.weight count_params:524288 [2022-10-12 13:33:09.620 algo-1:26 INFO hook.py:584] name:fc.0.bias count_params:256 [2022-10-12 13:33:09.620 algo-1:26 INFO hook.py:584] name:fc.2.weight count_params:34048 [2022-10-12 13:33:09.620 algo-1:26 INFO hook.py:584] name:fc.2.bias count_params:133 [2022-10-12 13:33:09.621 algo-1:26 INFO hook.py:586] Total Trainable Params: 558725 Epoch 1 - Starting Training phase. Epoch: 1 - Training Model on Complete Training Dataset! [2022-10-12 13:33:11.173 algo-1:26 INFO hook.py:413] Monitoring the collections: gradients, relu_input, losses, CrossEntropyLoss_output_0 [2022-10-12 13:33:11.175 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/prestepzero-*-start-1665581583862327.0_train-0-stepstart-1665581591174898.2/python_stats. [2022-10-12 13:33:11.194 algo-1:26 INFO hook.py:476] Hook is writing from the hook with pid: 26 2022-10-12 13:33:24 Training - Training image download completed. Training in progress.[2022-10-12 13:33:24.896 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-0-stepstart-1665581591190908.8_train-0-forwardpassend-1665581604896315.2/python_stats. [2022-10-12 13:33:25.799 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-0-forwardpassend-1665581604899391.5_train-1-stepstart-1665581605799309.8/python_stats. [2022-10-12 13:33:28.889 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-1-stepstart-1665581605804954.5_train-1-forwardpassend-1665581608889546.5/python_stats. [2022-10-12 13:33:30.121 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-1-forwardpassend-1665581608892185.8_train-2-stepstart-1665581610121048.2/python_stats. [2022-10-12 13:33:32.763 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-2-stepstart-1665581610124479.2_train-2-forwardpassend-1665581612763049.2/python_stats. [2022-10-12 13:33:34.021 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-2-forwardpassend-1665581612765387.2_train-3-stepstart-1665581614020607.2/python_stats. [2022-10-12 13:33:37.107 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-3-stepstart-1665581614025334.2_train-3-forwardpassend-1665581617106787.0/python_stats. [2022-10-12 13:33:38.377 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-3-forwardpassend-1665581617109089.8_train-4-stepstart-1665581618376999.0/python_stats. [2022-10-12 13:33:41.310 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-4-stepstart-1665581618385067.0_train-4-forwardpassend-1665581621309630.8/python_stats. [2022-10-12 13:33:42.175 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-4-forwardpassend-1665581621311556.0_train-5-stepstart-1665581622174328.8/python_stats. [2022-10-12 13:33:45.302 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-5-stepstart-1665581622179601.0_train-5-forwardpassend-1665581625301813.8/python_stats. [2022-10-12 13:33:46.279 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-5-forwardpassend-1665581625303842.0_train-6-stepstart-1665581626278286.2/python_stats. [2022-10-12 13:33:49.393 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-6-stepstart-1665581626282242.0_train-6-forwardpassend-1665581629392964.0/python_stats. [2022-10-12 13:33:50.799 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-6-forwardpassend-1665581629394840.5_train-7-stepstart-1665581630798719.0/python_stats. [2022-10-12 13:33:53.949 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-7-stepstart-1665581630802279.0_train-7-forwardpassend-1665581633949559.2/python_stats. [2022-10-12 13:33:54.992 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-7-forwardpassend-1665581633951376.2_train-8-stepstart-1665581634988237.5/python_stats. [2022-10-12 13:33:58.131 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-8-stepstart-1665581634995322.8_train-8-forwardpassend-1665581638130777.2/python_stats. [2022-10-12 13:33:59.124 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-8-forwardpassend-1665581638132716.0_train-9-stepstart-1665581639123598.8/python_stats. [2022-10-12 13:34:01.967 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-9-stepstart-1665581639128560.8_train-9-forwardpassend-1665581641966934.0/python_stats. [2022-10-12 13:34:03.263 algo-1:26 INFO python_profiler.py:182] Dumping cProfile stats to /opt/ml/output/profiler/framework/pytorch/cprofile/26-algo-1/train-9-forwardpassend-1665581641968786.0_train-10-stepstart-1665581643262824.2/python_stats. Train set: Average loss: 4.5521, Accuracy: 1106/6680 (17%) Epoch 1 - Starting Testing phase. Epoch: 1 - Testing Model on Complete Testing Dataset! Test set: Average loss: 4.1299, Accuracy: 243/836 (29%) Epoch 2 - Starting Training phase. Epoch: 2 - Training Model on Complete Training Dataset! Train set: Average loss: 3.9130, Accuracy: 2071/6680 (31%) Epoch 2 - Starting Testing phase. Epoch: 2 - Testing Model on Complete Testing Dataset! Test set: Average loss: 3.6864, Accuracy: 297/836 (36%) Starting to Save the Model Completed Saving the Model INFO:__main__:Running on Device cuda:0 INFO:__main__:Hyperparameters : LR: 0.00022461759236162986, Eps: 3.051111813358902e-09, Weight-decay: 0.03533369377446975, Batch Size: 64, Epoch: 2 INFO:__main__:Data Dir Path: /opt/ml/input/data/train INFO:__main__:Model Dir Path: /opt/ml/model INFO:__main__:Output Dir Path: /opt/ml/output/data Downloading: "https://download.pytorch.org/models/resnet50-19c8e357.pth" to /root/.cache/torch/hub/checkpoints/resnet50-19c8e357.pth #015 0%| | 0.00/97.8M [00:00<?, ?B/s]#015 6%|▌ | 5.80M/97.8M [00:00<00:01, 60.8MB/s]#015 12%|█▏ | 11.2M/97.8M [00:00<00:01, 59.6MB/s]#015 17%|█▋ | 17.0M/97.8M [00:00<00:01, 60.0MB/s]#015 23%|██▎ | 22.8M/97.8M [00:00<00:01, 60.0MB/s]#015 29%|██▉ | 28.5M/97.8M [00:00<00:01, 59.9MB/s]#015 35%|███▍ | 34.2M/97.8M [00:00<00:01, 59.8MB/s]#015 42%|████▏ | 41.0M/97.8M [00:00<00:00, 62.8MB/s]#015 49%|████▉ | 48.3M/97.8M [00:00<00:00, 66.6MB/s]#015 56%|█████▌ | 54.6M/97.8M [00:00<00:00, 66.3MB/s]#015 62%|██████▏ | 60.8M/97.8M [00:01<00:00, 65.8MB/s]#015 68%|██████▊ | 67.0M/97.8M [00:01<00:00, 65.4MB/s]#015 75%|███████▍ | 73.1M/97.8M [00:01<00:00, 63.4MB/s]#015 81%|████████ | 79.1M/97.8M [00:01<00:00, 63.3MB/s]#015 88%|████████▊ | 85.6M/97.8M [00:01<00:00, 64.6MB/s]#015 94%|█████████▍| 91.7M/97.8M [00:01<00:00, 63.3MB/s]#015100%|██████████| 97.8M/97.8M [00:01<00:00, 63.4MB/s] /opt/conda/lib/python3.6/site-packages/torch/cuda/__init__.py:125: UserWarning: Tesla T4 with CUDA capability sm_75 is not compatible with the current PyTorch installation. The current PyTorch install supports CUDA capabilities sm_35 sm_52 sm_60 sm_61 sm_70 compute_70. If you want to use the Tesla T4 GPU with PyTorch, please check the instructions at https://pytorch.org/get-started/locally/ warnings.warn(incompatible_device_warn.format(device_name, capability, " ".join(arch_list), device_name)) INFO:__main__:Epoch 1 - Starting Training phase. INFO:__main__:Epoch: 1 - Training Model on Complete Training Dataset! INFO:__main__: Train set: Average loss: 4.5521, Accuracy: 1106/6680 (17%) INFO:__main__:Epoch 1 - Starting Testing phase. INFO:__main__:Epoch: 1 - Testing Model on Complete Testing Dataset! INFO:__main__: Test set: Average loss: 4.1299, Accuracy: 243/836 (29%) INFO:__main__:Epoch 2 - Starting Training phase. INFO:__main__:Epoch: 2 - Training Model on Complete Training Dataset! INFO:__main__: Train set: Average loss: 3.9130, Accuracy: 2071/6680 (31%) INFO:__main__:Epoch 2 - Starting Testing phase. INFO:__main__:Epoch: 2 - Testing Model on Complete Testing Dataset! INFO:__main__: Test set: Average loss: 3.6864, Accuracy: 297/836 (36%) INFO:__main__:Starting to Save the Model INFO:__main__:Completed Saving the Model 2022-10-12 13:38:12,639 sagemaker-training-toolkit INFO Reporting training SUCCESS 2022-10-12 13:39:07 Uploading - Uploading generated training model 2022-10-12 13:39:39 Completed - Training job completed VanishingGradient: InProgress Overfit: Error Overtraining: InProgress PoorWeightInitialization: Error ProfilerReport: IssuesFound Training seconds: 539 Billable seconds: 539
#fetching jobname , client and description to be used for plotting.
job_name = estimator.latest_training_job.name
client = estimator.sagemaker_session.sagemaker_client
description = client.describe_training_job(TrainingJobName=estimator.latest_training_job.name)
TODO: Is there some anomalous behaviour in your debugging output? If so, what is the error and how will you fix it?
TODO: If not, suppose there was an error. What would that error look like and how would you have fixed it?
print(f"Jobname: {job_name}")
print(f"Client: {client}")
print(f"Description: {description}")
Jobname: pytorch-training-2022-10-12-13-27-53-711
Client: <botocore.client.SageMaker object at 0x7f8f6e035b10>
Description: {'TrainingJobName': 'pytorch-training-2022-10-12-13-27-53-711', 'TrainingJobArn': 'arn:aws:sagemaker:us-east-1:412977242314:training-job/pytorch-training-2022-10-12-13-27-53-711', 'ModelArtifacts': {'S3ModelArtifacts': 's3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/output/model.tar.gz'}, 'TrainingJobStatus': 'Completed', 'SecondaryStatus': 'Completed', 'HyperParameters': {'batch_size': '64', 'eps': '"3.051111813358902e-09"', 'lr': '"0.00022461759236162986"', 'sagemaker_container_log_level': '20', 'sagemaker_job_name': '"pytorch-training-2022-10-12-13-27-53-711"', 'sagemaker_program': '"train_model.py"', 'sagemaker_region': '"us-east-1"', 'sagemaker_submit_directory': '"s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/source/sourcedir.tar.gz"', 'weight_decay': '"0.03533369377446975"'}, 'AlgorithmSpecification': {'TrainingImage': '763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.6-gpu-py36', 'TrainingInputMode': 'File', 'EnableSageMakerMetricsTimeSeries': True}, 'RoleArn': 'arn:aws:iam::412977242314:role/service-role/AmazonSageMaker-ExecutionRole-20220807T073175', 'InputDataConfig': [{'ChannelName': 'train', 'DataSource': {'S3DataSource': {'S3DataType': 'S3Prefix', 'S3Uri': 's3://sagemaker-us-east-1-412977242314/dogImagesDataset', 'S3DataDistributionType': 'FullyReplicated'}}, 'CompressionType': 'None', 'RecordWrapperType': 'None'}], 'OutputDataConfig': {'KmsKeyId': '', 'S3OutputPath': 's3://sagemaker-us-east-1-412977242314/'}, 'ResourceConfig': {'InstanceType': 'ml.g4dn.xlarge', 'InstanceCount': 1, 'VolumeSizeInGB': 30}, 'StoppingCondition': {'MaxRuntimeInSeconds': 86400}, 'CreationTime': datetime.datetime(2022, 10, 12, 13, 27, 54, 272000, tzinfo=tzlocal()), 'TrainingStartTime': datetime.datetime(2022, 10, 12, 13, 30, 22, 101000, tzinfo=tzlocal()), 'TrainingEndTime': datetime.datetime(2022, 10, 12, 13, 39, 21, 184000, tzinfo=tzlocal()), 'LastModifiedTime': datetime.datetime(2022, 10, 12, 13, 39, 47, 631000, tzinfo=tzlocal()), 'SecondaryStatusTransitions': [{'Status': 'Starting', 'StartTime': datetime.datetime(2022, 10, 12, 13, 27, 54, 272000, tzinfo=tzlocal()), 'EndTime': datetime.datetime(2022, 10, 12, 13, 30, 22, 101000, tzinfo=tzlocal()), 'StatusMessage': 'Preparing the instances for training'}, {'Status': 'Downloading', 'StartTime': datetime.datetime(2022, 10, 12, 13, 30, 22, 101000, tzinfo=tzlocal()), 'EndTime': datetime.datetime(2022, 10, 12, 13, 32, 7, 986000, tzinfo=tzlocal()), 'StatusMessage': 'Downloading input data'}, {'Status': 'Training', 'StartTime': datetime.datetime(2022, 10, 12, 13, 32, 7, 986000, tzinfo=tzlocal()), 'EndTime': datetime.datetime(2022, 10, 12, 13, 39, 0, 776000, tzinfo=tzlocal()), 'StatusMessage': 'Training image download completed. Training in progress.'}, {'Status': 'Uploading', 'StartTime': datetime.datetime(2022, 10, 12, 13, 39, 0, 776000, tzinfo=tzlocal()), 'EndTime': datetime.datetime(2022, 10, 12, 13, 39, 21, 184000, tzinfo=tzlocal()), 'StatusMessage': 'Uploading generated training model'}, {'Status': 'Completed', 'StartTime': datetime.datetime(2022, 10, 12, 13, 39, 21, 184000, tzinfo=tzlocal()), 'EndTime': datetime.datetime(2022, 10, 12, 13, 39, 21, 184000, tzinfo=tzlocal()), 'StatusMessage': 'Training job completed'}], 'EnableNetworkIsolation': False, 'EnableInterContainerTrafficEncryption': False, 'EnableManagedSpotTraining': False, 'TrainingTimeInSeconds': 539, 'BillableTimeInSeconds': 539, 'DebugHookConfig': {'S3OutputPath': 's3://sagemaker-us-east-1-412977242314/', 'CollectionConfigurations': [{'CollectionName': 'CrossEntropyLoss_output_0', 'CollectionParameters': {'eval.save_interval': '1', 'include_regex': 'CrossEntropyLoss_output_0', 'train.save_interval': '10'}}, {'CollectionName': 'relu_input', 'CollectionParameters': {'include_regex': '.*relu_input', 'save_interval': '500'}}, {'CollectionName': 'gradients', 'CollectionParameters': {'save_interval': '500'}}]}, 'DebugRuleConfigurations': [{'RuleConfigurationName': 'VanishingGradient', 'RuleEvaluatorImage': '503895931360.dkr.ecr.us-east-1.amazonaws.com/sagemaker-debugger-rules:latest', 'VolumeSizeInGB': 0, 'RuleParameters': {'rule_to_invoke': 'VanishingGradient'}}, {'RuleConfigurationName': 'Overfit', 'RuleEvaluatorImage': '503895931360.dkr.ecr.us-east-1.amazonaws.com/sagemaker-debugger-rules:latest', 'VolumeSizeInGB': 0, 'RuleParameters': {'rule_to_invoke': 'Overfit'}}, {'RuleConfigurationName': 'Overtraining', 'RuleEvaluatorImage': '503895931360.dkr.ecr.us-east-1.amazonaws.com/sagemaker-debugger-rules:latest', 'VolumeSizeInGB': 0, 'RuleParameters': {'rule_to_invoke': 'Overtraining'}}, {'RuleConfigurationName': 'PoorWeightInitialization', 'RuleEvaluatorImage': '503895931360.dkr.ecr.us-east-1.amazonaws.com/sagemaker-debugger-rules:latest', 'VolumeSizeInGB': 0, 'RuleParameters': {'rule_to_invoke': 'PoorWeightInitialization'}}], 'DebugRuleEvaluationStatuses': [{'RuleConfigurationName': 'VanishingGradient', 'RuleEvaluationJobArn': 'arn:aws:sagemaker:us-east-1:412977242314:processing-job/pytorch-training-2022-10-1-vanishinggradient-cfb99132', 'RuleEvaluationStatus': 'NoIssuesFound', 'LastModifiedTime': datetime.datetime(2022, 10, 12, 13, 39, 47, 625000, tzinfo=tzlocal())}, {'RuleConfigurationName': 'Overfit', 'RuleEvaluationJobArn': 'arn:aws:sagemaker:us-east-1:412977242314:processing-job/pytorch-training-2022-10-1-overfit-e511f657', 'RuleEvaluationStatus': 'Error', 'StatusDetails': 'InternalServerError: We encountered an internal error. Please try again.', 'LastModifiedTime': datetime.datetime(2022, 10, 12, 13, 39, 47, 625000, tzinfo=tzlocal())}, {'RuleConfigurationName': 'Overtraining', 'RuleEvaluationJobArn': 'arn:aws:sagemaker:us-east-1:412977242314:processing-job/pytorch-training-2022-10-1-overtraining-62ccb7d8', 'RuleEvaluationStatus': 'InProgress', 'LastModifiedTime': datetime.datetime(2022, 10, 12, 13, 39, 47, 625000, tzinfo=tzlocal())}, {'RuleConfigurationName': 'PoorWeightInitialization', 'RuleEvaluationJobArn': 'arn:aws:sagemaker:us-east-1:412977242314:processing-job/pytorch-training-2022-10-1-poorweightinitialization-ecb9a7f1', 'RuleEvaluationStatus': 'Error', 'StatusDetails': 'InternalServerError: We encountered an internal error. Please try again.', 'LastModifiedTime': datetime.datetime(2022, 10, 12, 13, 39, 47, 625000, tzinfo=tzlocal())}], 'ProfilerConfig': {'S3OutputPath': 's3://sagemaker-us-east-1-412977242314/', 'ProfilingIntervalInMilliseconds': 500, 'ProfilingParameters': {'DataloaderProfilingConfig': '{"StartStep": 0, "NumSteps": 10, "MetricsRegex": ".*", }', 'DetailedProfilingConfig': '{"StartStep": 0, "NumSteps": 10, }', 'FileOpenFailThreshold': '50', 'HorovodProfilingConfig': '{"StartStep": 0, "NumSteps": 10, }', 'LocalPath': '/opt/ml/output/profiler', 'PythonProfilingConfig': '{"StartStep": 0, "NumSteps": 10, "ProfilerName": "cprofile", "cProfileTimer": "total_time", }', 'RotateFileCloseIntervalInSeconds': '60', 'RotateMaxFileSizeInBytes': '10485760', 'SMDataParallelProfilingConfig': '{"StartStep": 0, "NumSteps": 10, }'}}, 'ProfilerRuleConfigurations': [{'RuleConfigurationName': 'ProfilerReport', 'RuleEvaluatorImage': '503895931360.dkr.ecr.us-east-1.amazonaws.com/sagemaker-debugger-rules:latest', 'VolumeSizeInGB': 0, 'RuleParameters': {'rule_to_invoke': 'ProfilerReport'}}], 'ProfilerRuleEvaluationStatuses': [{'RuleConfigurationName': 'ProfilerReport', 'RuleEvaluationJobArn': 'arn:aws:sagemaker:us-east-1:412977242314:processing-job/pytorch-training-2022-10-1-profilerreport-6637e9fa', 'RuleEvaluationStatus': 'IssuesFound', 'StatusDetails': 'RuleEvaluationConditionMet: Evaluation of the rule ProfilerReport at step 9 resulted in the condition being met\n', 'LastModifiedTime': datetime.datetime(2022, 10, 12, 13, 39, 39, 302000, tzinfo=tzlocal())}], 'ProfilingStatus': 'Enabled', 'ResponseMetadata': {'RequestId': 'd8aa64f0-30af-4ab9-82ee-a55737326553', 'HTTPStatusCode': 200, 'HTTPHeaders': {'x-amzn-requestid': 'd8aa64f0-30af-4ab9-82ee-a55737326553', 'content-type': 'application/x-amz-json-1.1', 'content-length': '6999', 'date': 'Wed, 12 Oct 2022 13:39:49 GMT'}, 'RetryAttempts': 0}}
from smdebug.trials import create_trial
from smdebug.core.modes import ModeKeys
#creating a trial
trial = create_trial(estimator.latest_job_debugger_artifacts_path())
[2022-10-12 13:40:02.527 datascience-1-0-ml-g4dn-xlarge-94fad2f4401e538ca1255dfa1e84:19 INFO utils.py:27] RULE_JOB_STOP_SIGNAL_FILENAME: None [2022-10-12 13:40:02.537 datascience-1-0-ml-g4dn-xlarge-94fad2f4401e538ca1255dfa1e84:19 INFO s3_trial.py:42] Loading trial debug-output at path s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/debug-output
trial.tensor_names() #all the tensor names
[2022-10-12 13:40:10.838 datascience-1-0-ml-g4dn-xlarge-94fad2f4401e538ca1255dfa1e84:19 INFO trial.py:198] Training has ended, will refresh one final time in 1 sec. [2022-10-12 13:40:11.859 datascience-1-0-ml-g4dn-xlarge-94fad2f4401e538ca1255dfa1e84:19 INFO trial.py:210] Loaded all steps
['CrossEntropyLoss_output_0', 'gradient/ResNet_fc.0.bias', 'gradient/ResNet_fc.0.weight', 'gradient/ResNet_fc.2.bias', 'gradient/ResNet_fc.2.weight', 'layer1.0.relu_input_0', 'layer1.0.relu_input_1', 'layer1.0.relu_input_2', 'layer1.1.relu_input_0', 'layer1.1.relu_input_1', 'layer1.1.relu_input_2', 'layer1.2.relu_input_0', 'layer1.2.relu_input_1', 'layer1.2.relu_input_2', 'layer2.0.relu_input_0', 'layer2.0.relu_input_1', 'layer2.0.relu_input_2', 'layer2.1.relu_input_0', 'layer2.1.relu_input_1', 'layer2.1.relu_input_2', 'layer2.2.relu_input_0', 'layer2.2.relu_input_1', 'layer2.2.relu_input_2', 'layer2.3.relu_input_0', 'layer2.3.relu_input_1', 'layer2.3.relu_input_2', 'layer3.0.relu_input_0', 'layer3.0.relu_input_1', 'layer3.0.relu_input_2', 'layer3.1.relu_input_0', 'layer3.1.relu_input_1', 'layer3.1.relu_input_2', 'layer3.2.relu_input_0', 'layer3.2.relu_input_1', 'layer3.2.relu_input_2', 'layer3.3.relu_input_0', 'layer3.3.relu_input_1', 'layer3.3.relu_input_2', 'layer3.4.relu_input_0', 'layer3.4.relu_input_1', 'layer3.4.relu_input_2', 'layer3.5.relu_input_0', 'layer3.5.relu_input_1', 'layer3.5.relu_input_2', 'layer4.0.relu_input_0', 'layer4.0.relu_input_1', 'layer4.0.relu_input_2', 'layer4.1.relu_input_0', 'layer4.1.relu_input_1', 'layer4.1.relu_input_2', 'layer4.2.relu_input_0', 'layer4.2.relu_input_1', 'layer4.2.relu_input_2', 'relu_input_0']
len(trial.tensor("CrossEntropyLoss_output_0").steps(mode=ModeKeys.TRAIN))
21
len(trial.tensor("CrossEntropyLoss_output_0").steps(mode=ModeKeys.EVAL))
28
#Defining some utility functions to be used for plotting tensors
import matplotlib.pyplot as plt
from mpl_toolkits.axes_grid1 import host_subplot
#utility function to get data from tensors
def get_data(trial, tname, mode):
tensor = trial.tensor(tname)
steps = tensor.steps(mode=mode)
vals = []
for s in steps:
vals.append(tensor.value(s, mode=mode))
return steps, vals
#plot tensor utility functions for plotting tensors
def plot_tensor(trial, tensor_name):
steps_train, vals_train = get_data(trial, tensor_name, mode=ModeKeys.TRAIN)
print("loaded TRAIN data")
steps_eval, vals_eval = get_data(trial, tensor_name, mode=ModeKeys.EVAL)
print("loaded EVAL data")
fig = plt.figure(figsize=(10, 7))
host = host_subplot(111)
par = host.twiny()
host.set_xlabel("Steps (TRAIN)")
par.set_xlabel("Steps (EVAL)")
host.set_ylabel(tensor_name)
(p1,) = host.plot(steps_train, vals_train, label=tensor_name)
print("Completed TRAIN plot")
(p2,) = par.plot(steps_eval, vals_eval, label="val_" + tensor_name)
print("Completed EVAL plot")
leg = plt.legend()
host.xaxis.get_label().set_color(p1.get_color())
leg.texts[0].set_color(p1.get_color())
par.xaxis.get_label().set_color(p2.get_color())
leg.texts[1].set_color(p2.get_color())
plt.ylabel(tensor_name)
plt.show()
plot_tensor(trial, "CrossEntropyLoss_output_0")
loaded TRAIN data loaded EVAL data Completed TRAIN plot Completed EVAL plot
# TODO: Display the profiler output
rule_output_path = estimator.output_path + estimator.latest_training_job.job_name + "/rule-output"
print(f"Profiler report location: {rule_output_path}")
Profiler report location: s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/rule-output
! aws s3 ls {rule_output_path} --recursive
2022-10-12 13:39:28 394279 pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-report.html 2022-10-12 13:39:27 245701 pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-report.ipynb 2022-10-12 13:39:22 192 pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/BatchSize.json 2022-10-12 13:39:22 17884 pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/CPUBottleneck.json 2022-10-12 13:39:22 126 pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/Dataloader.json 2022-10-12 13:39:22 130 pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/GPUMemoryIncrease.json 2022-10-12 13:39:22 2672 pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/IOBottleneck.json 2022-10-12 13:39:22 309 pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/LoadBalancing.json 2022-10-12 13:39:22 334 pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/LowGPUUtilization.json 2022-10-12 13:39:22 232 pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/MaxInitializationTime.json 2022-10-12 13:39:22 1275 pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/OverallFrameworkMetrics.json 2022-10-12 13:39:22 619 pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/OverallSystemUsage.json 2022-10-12 13:39:23 2407 pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/StepOutlier.json
! aws s3 cp {rule_output_path} ./ --recursive
download: s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/Dataloader.json to ProfilerReport/profiler-output/profiler-reports/Dataloader.json download: s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/MaxInitializationTime.json to ProfilerReport/profiler-output/profiler-reports/MaxInitializationTime.json download: s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-report.html to ProfilerReport/profiler-output/profiler-report.html download: s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/BatchSize.json to ProfilerReport/profiler-output/profiler-reports/BatchSize.json download: s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/LoadBalancing.json to ProfilerReport/profiler-output/profiler-reports/LoadBalancing.json download: s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/CPUBottleneck.json to ProfilerReport/profiler-output/profiler-reports/CPUBottleneck.json download: s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/LowGPUUtilization.json to ProfilerReport/profiler-output/profiler-reports/LowGPUUtilization.json download: s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/IOBottleneck.json to ProfilerReport/profiler-output/profiler-reports/IOBottleneck.json download: s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/GPUMemoryIncrease.json to ProfilerReport/profiler-output/profiler-reports/GPUMemoryIncrease.json download: s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-report.ipynb to ProfilerReport/profiler-output/profiler-report.ipynb download: s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/OverallSystemUsage.json to ProfilerReport/profiler-output/profiler-reports/OverallSystemUsage.json download: s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/StepOutlier.json to ProfilerReport/profiler-output/profiler-reports/StepOutlier.json download: s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/rule-output/ProfilerReport/profiler-output/profiler-reports/OverallFrameworkMetrics.json to ProfilerReport/profiler-output/profiler-reports/OverallFrameworkMetrics.json
import os
# get the autogenerated folder name of profiler report
profiler_report_name = [
rule["RuleConfigurationName"]
for rule in estimator.latest_training_job.rule_job_summary()
if "Profiler" in rule["RuleConfigurationName"]
][0]
import IPython
IPython.display.HTML(filename=profiler_report_name + "/profiler-output/profiler-report.html")
SageMaker Debugger auto generated this report. You can generate similar reports on all supported training jobs. The report provides summary of training job, system resource usage statistics, framework metrics, rules summary, and detailed analysis from each rule. The graphs and tables are interactive.
Legal disclaimer: This report and any recommendations are provided for informational purposes only and are not definitive. You are responsible for making your own independent assessment of the information.
# Parameters
processing_job_arn = "arn:aws:sagemaker:us-east-1:412977242314:processing-job/pytorch-training-2022-10-1-profilerreport-6637e9fa"
# Zipping the ProfilerReport inorder to export and upload it later for submission
import shutil
shutil.make_archive("./profiler_report", "zip", "ProfilerReport")
'/root/nd009t-c3-deep-learning-topics-within-computer-vision-nlp-project-starter/profiler_report.zip'
# TODO: Deploy your model to an endpoint
predictor = estimator.deploy(initial_instance_count=1, instance_type="ml.m5.xlarge")
-----!
from sagemaker.pytorch import PyTorchModel
from sagemaker.predictor import Predictor
#Below is the s3 location of our saved model that was trained by the training job using the best hyperparameters
model_data_artifacts = "s3://sagemaker-us-east-1-412977242314/pytorch-training-2022-10-12-13-27-53-711/output/model.tar.gz"
#We need to define the serializer and deserializer that we will be using as default for our Prediction purposes
jpeg_serializer = sagemaker.serializers.IdentitySerializer("image/jpeg")
json_deserializer = sagemaker.deserializers.JSONDeserializer()
#If we need to override the serializer and deserializer then we need to pass them in an class inheriting the Predictor class and pass this class as parameter to our PyTorchModel
class ImgPredictor(Predictor):
def __init__( self, endpoint_name, sagemaker_session):
super( ImgPredictor, self).__init__(
endpoint_name,
sagemaker_session = sagemaker_session,
serializer = jpeg_serializer,
deserializer = json_deserializer
)
pytorch_model = PyTorchModel( model_data = model_data_artifacts,
role = role,
entry_point= "endpoint_inference.py",
py_version = "py36",
framework_version = "1.6",
predictor_cls = ImgPredictor
)
predictor = pytorch_model.deploy( initial_instance_count = 1, instance_type = "ml.t2.medium") #Using ml.t2.medium to save costs
--------------!
#Testing the deployed endpoint using some test images
#Solution 1: Using the Predictor object directly.
from PIL import Image
import io
import os
import numpy as np
test_dir = "./dogImages/test/129.Tibetan_mastiff/"
test_images = ["Tibetan_mastiff_08158.jpg", "Tibetan_mastiff_08139.jpg", "Tibetan_mastiff_08138.jpg"]
test_images_expected_output = [129, 5, 21 ]
for index in range(len(test_images) ):
test_img = test_images[index]
expected_breed_category = test_images_expected_output[index]
print(f"Test image no: {index+1}")
test_file_path = os.path.join(test_dir,test_img)
with open(test_file_path , "rb") as f:
payload = f.read()
print("Below is the image that we will be testing:")
display(Image.open(io.BytesIO(payload)))
print(f"Expected dog breed category no : {expected_breed_category}")
response = predictor.predict(payload, initial_args={"ContentType": "image/jpeg"})
print(f"Response: {response}")
predicted_dog_breed = np.argmax(response,1) + 1 #We need to do plus 1 as index starts from zero and prediction is zero-indexed
print(f"Response/Inference for the above image is : {predicted_dog_breed}")
print("----------------------------------------------------------------------")
Test image no: 1 Below is the image that we will be testing:
Expected dog breed category no : 129 Response: [[0.0, 0.0, 0.0, 0.0, 0.0, 0.26413410902023315, 0.0, 0.05115009844303131, 0.0, 0.0, 0.0, 0.0, 0.6749160885810852, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.7691287398338318, 0.5199266672134399, 0.0, 0.9696139097213745, 0.0, 0.0, 1.5182329416275024, 0.0, 0.0, 0.0, 4.80211067199707, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.43246299028396606, 0.18729683756828308, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.8599720001220703, 0.0, 0.0, 2.0995240211486816, 0.0, 0.0, 1.150985836982727, 0.0, 1.1757066249847412, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1762445867061615, 0.0, 0.0, 2.9922406673431396, 0.9846571087837219, 0.0, 0.0, 0.0, 0.47764164209365845, 0.0, 0.0, 2.5985028743743896, 0.0518670454621315, 0.0, 0.0, 0.0, 0.0, 1.8359190225601196, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]] Response/Inference for the above image is : [51] ---------------------------------------------------------------------- Test image no: 2 Below is the image that we will be testing:
Expected dog breed category no : 5 Response: [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.7304481267929077, 0.0, 0.03518000245094299, 0.6662652492523193, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.4915807247161865, 0.0, 0.0, 0.0, 0.0775892361998558, 0.0, 0.0, 0.0, 0.0, 0.0, 1.5479764938354492, 0.0, 0.0, 0.0, 2.961839437484741, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.15633271634578705, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.6351653337478638, 0.0, 0.0, 0.0, 0.0, 0.22089961171150208, 0.0, 0.0, 4.1254143714904785, 0.0, 0.0, 1.696279525756836, 0.0, 0.0, 1.1534037590026855, 0.0, 0.506341278553009, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.41876518726348877, 0.0, 0.0, 2.6725780963897705, 0.7763321399688721, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.7931952476501465, 0.0, 0.0, 0.0, 0.0, 0.0, 2.651970386505127, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]] Response/Inference for the above image is : [76] ---------------------------------------------------------------------- Test image no: 3 Below is the image that we will be testing:
Expected dog breed category no : 21 Response: [[1.596250295639038, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.22309130430221558, 0.0, 0.0, 0.0, 0.0, 0.633447527885437, 0.0, 0.0, 0.02208184450864792, 0.05181373655796051, 1.9350651502609253, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.2846968173980713, 0.0, 0.16725124418735504, 1.0750309228897095, 0.0, 0.0, 0.0, 0.0, 0.10738774389028549, 0.7766766548156738, 0.0, 0.4688161015510559, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.9238572120666504, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.31778010725975037, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.6786289811134338, 0.0, 0.0, 0.0, 0.0, 0.0, 0.04640347510576248, 0.0, 0.0, 1.4942320585250854, 0.0, 0.8000084757804871, 0.0, 0.0, 0.0, 1.1088780164718628, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.8924754858016968, 0.8374237418174744, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.8807504177093506, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5968087315559387, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]] Response/Inference for the above image is : [51] ----------------------------------------------------------------------
print(predictor.endpoint_name)
endpoint_name = predictor.endpoint_name
pytorch-inference-2022-10-12-14-09-42-014
# Solution 2: Using boto3
# Using the runtime boto3 client to test the deployed models endpoint
import os
import io
import boto3
import json
import base64
import PIL
# setting the environment variables
ENDPOINT_NAME = endpoint_name
# We will be using the AWS's lightweight runtime solution to invoke an endpoint.
runtime= boto3.client('runtime.sagemaker')
test_dir = "./dogImages/test/129.Tibetan_mastiff/"
test_images = ["Tibetan_mastiff_08158.jpg", "Tibetan_mastiff_08139.jpg", "Tibetan_mastiff_08138.jpg"]
test_images_expected_output = [129, 5, 21 ]
for index in range(len(test_images) ):
test_img = test_images[index]
expected_breed_category = test_images_expected_output[index]
print(f"Test image no: {index+1}")
test_file_path = os.path.join(test_dir,test_img)
with open(test_file_path , "rb") as f:
payload = f.read()
print("Below is the image that we will be testing:")
display(Image.open(io.BytesIO(payload)))
print(f"Expected dog breed category no : {expected_breed_category}")
response = runtime.invoke_endpoint(EndpointName=ENDPOINT_NAME,
ContentType='image/jpeg',
Body=payload)
response_body = np.asarray(json.loads( response['Body'].read().decode('utf-8')))
print(f"Response: {response_body}")
predicted_dog_breed = np.argmax(response_body,1) + 1 #We need to do plus 1 as index starts from zero and prediction is zero-indexed
print(f"Response/Inference for the above image is : {predicted_dog_breed}")
Test image no: 1 Below is the image that we will be testing:
Expected dog breed category no : 129 Response: [[0. 0. 0. 0. 1.2211535 0. 0. 0. 0. 0. 0.99884462 0. 0. 0. 0. 0.13863133 0. 1.32221258 0. 0. 0. 0.39465517 0.21033251 0. 0. 0. 0.52495456 0. 0. 0.43048903 0. 0. 0. 0. 0.26930815 0. 0. 0. 0. 0. 0. 0.04019677 0. 0. 0. 0. 0. 0. 0. 0. 4.47449636 0.67144567 0. 0. 0. 0. 0. 0. 0. 0.54140162 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.16195643 0. 0.32034871 0. 0. 2.10822725 0. 0. 1.18158174 0. 0. 0. 0. 0. 0. 0. 0. 0.37852302 0. 0. 0. 0. 0. 0.4424271 0. 0. 0. 2.41946363 0. 0. 0. 0. 0.63442296 0. 0.36756319 0. 0. 0. 0. 0. 0.71363389 2.10149574 0. 0.91818428 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.18311357 0. 0. 0. 0. 0. 0. 0. ]] Response/Inference for the above image is : [51] Test image no: 2 Below is the image that we will be testing:
Expected dog breed category no : 5 Response: [[0. 0.03150969 0. 0. 0.56333655 0. 0. 0. 0. 0. 0.70904875 0. 0. 0. 0. 1.10956013 0. 1.64095318 0. 0. 0. 0. 0.71438241 0. 0. 0. 0.56333357 0. 0. 0.00530884 0. 0. 0. 0. 0.99519551 0. 0.48165706 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 3.05203819 0.7771315 0. 0. 0. 0. 0. 0. 0. 0.05144624 0. 0. 0. 0. 0.61312068 0. 0. 0. 0. 0. 0.97719449 0. 0.76955312 0. 0. 3.53238249 0. 0. 1.39612854 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.26889321 0. 0. 0. 0. 0. 0. 1.93027115 0. 0. 0. 0. 0.30667359 0. 0. 0. 0. 0. 0. 0. 0.16676569 3.08232832 0. 1.13297105 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.99421245 0. 0. 0. 0. 0. 0. 0. ]] Response/Inference for the above image is : [76] Test image no: 3 Below is the image that we will be testing:
Expected dog breed category no : 21 Response: [[0.86087853 0.21168491 0. 0. 3.74121976 0. 0. 0. 0. 0. 1.5627346 0. 0. 0. 0. 0. 0. 1.51052046 0. 0. 0. 0.48924166 2.27503157 0. 0. 0. 0.44144928 0. 0.0864127 0.16251743 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 2.47518015 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.05835676 0. 0. 0. 0. 0. 0. 0.52321333 0. 0.4816387 0.12717542 0. 0. 0. 0. 0.29533693 0.31863341 0. 0. 0. 0. 0. 0. 0. 2.05031586 0. 0. 0.28913641 0.42460003 0. 0.56047851 0. 0. 0. 0.99024713 0. 0.26226208 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.21088392 0. 0. 0. 1.13151395 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.93923724 0.00616867 0. 0. 0. 0. 0. 0. ]] Response/Inference for the above image is : [5]
# TODO: Remember to shutdown/delete your endpoint once your work is done
predictor.delete_endpoint()